> For the complete documentation index, see [llms.txt](https://learn.moselle.io/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://learn.moselle.io/planning-and-execution.md).

# Planning and Execution

- [Forecasting](https://learn.moselle.io/planning-and-execution/forecasting.md): Forecasting predicts future customer demand based on historical sales data, trends, and seasonal patterns. Accurate forecasts enable brands to order the right quantities at the right time.
- [Phase 1: Understand Forecasting](https://learn.moselle.io/planning-and-execution/forecasting/phase-1-understand-forecasting.md): Learn the core concepts behind Mo's forecasting before you start building — how demand projections work, key terminology, and what data Mo uses to forecast.
- [How Mo's Forecasting Works](https://learn.moselle.io/planning-and-execution/forecasting/phase-1-understand-forecasting/how-mos-forecasting-works.md): Understand how Mo generates directional forecasts, why statistical baselines need business logic, and how to turn data-driven predictions into actionable demand plans.
- [Forecast vs. Plan](https://learn.moselle.io/planning-and-execution/forecasting/phase-1-understand-forecasting/forecast-vs-plan.md): Understand the difference between a forecast and a plan in Moselle — what each does, how they link together, and why it matters for inventory planning.
- [Sell-In vs. Sell-Through](https://learn.moselle.io/planning-and-execution/forecasting/phase-1-understand-forecasting/sell-in-vs-sell-through.md): Learn the difference between Sell-In and Sell-Through data, and how to submit your weekly Sell-Through reports to Moselle for demand forecasting.
- [Phase 2: Build Your Forecast](https://learn.moselle.io/planning-and-execution/forecasting/phase-2-build-your-forecast.md): Create your first forecast in Moselle — generate projections using top-down or bottom-up AI models, refine and customize them with Mo, and move data in and out.
- [How to Create a Forecast](https://learn.moselle.io/planning-and-execution/forecasting/phase-2-build-your-forecast/how-to-create-a-forecast.md): Quickly build a 12 month forecast by leveraging our AI models, with just a couple of clicks. Let's get started below!
- [Generate a Bottom-Up Forecast](https://learn.moselle.io/planning-and-execution/forecasting/phase-2-build-your-forecast/how-to-create-a-forecast/generate-a-bottom-up-forecast.md): Learn how to create a bottom-up demand forecast using AI and machine learning models to predict SKU-level sales for inventory planning.
- [Generate a Top-Down Forecast](https://learn.moselle.io/planning-and-execution/forecasting/phase-2-build-your-forecast/how-to-create-a-forecast/generate-a-top-down-forecast.md): Learn how to create a top-down demand forecast by converting revenue goals into SKU-level unit projections for inventory and supply chain planning.
- [Build Your Forecast with Mo](https://learn.moselle.io/planning-and-execution/forecasting/phase-2-build-your-forecast/build-your-forecast-with-mo.md): Use Mo to generate, refine, and validate your demand forecast through natural conversation — covering bulk edits, scenario planning, and explaining the numbers.
- [Customize a Forecast](https://learn.moselle.io/planning-and-execution/forecasting/phase-2-build-your-forecast/customize-a-forecast.md): You can refine your forecast further by uploading your own projections or fine-tuning your items to improve accuracy
- [Import and Export Forecast](https://learn.moselle.io/planning-and-execution/forecasting/phase-2-build-your-forecast/import-and-export-forecast.md): Learn how to export your forecast data, make bulk modifications externally, and re-upload to update your projections in Moselle.
- [Phase 3: Refine & Maintain](https://learn.moselle.io/planning-and-execution/forecasting/phase-3-refine-and-maintain.md): Apply business rules, handle edge cases, and keep your forecast accurate as your business evolves — using guidelines, anomaly detection, and best practices.
- [Refine Your Forecast](https://learn.moselle.io/planning-and-execution/forecasting/phase-3-refine-and-maintain/refine-your-forecast.md): Learn how to refine your forecast in Moselle using mass updates and surgical edits with Mo — step-by-step guide to editing projections by channel and SKU.
- [Setting Up Forecast Guidelines](https://learn.moselle.io/planning-and-execution/forecasting/phase-3-refine-and-maintain/setting-up-forecast-guidelines.md): Learn how to set up Mo Forecast Guidelines in Moselle — define seasonality, channel weightings, growth assumptions, and SKU-level rules to refine your forecast.
- [Anomaly Detection](https://learn.moselle.io/planning-and-execution/forecasting/phase-3-refine-and-maintain/anomaly-detection.md): Set up variance reporting and weekly monitoring in Moselle to catch forecast anomalies early and keep your demand plan on track.
- [Special Situations](https://learn.moselle.io/planning-and-execution/forecasting/phase-3-refine-and-maintain/special-situations.md): Handle one-time events, new product launches, manual forecast locks, and other special forecasting situations in Moselle that fall outside standard business rules.
- [Item Comparables](https://learn.moselle.io/planning-and-execution/forecasting/phase-3-refine-and-maintain/special-situations/item-comparables.md): Learn how Moselle uses Item Comparables to forecast new and sparse SKUs without sales history — and how to set up comparable mappings in your catalog.
- [Forecast Best Practices](https://learn.moselle.io/planning-and-execution/forecasting/phase-3-refine-and-maintain/forecast-best-practices.md): Best practices for demand forecasting in Moselle — starting from clean baselines, importing existing forecasts, locking finalized sections, and building a repeatable planning process.
- [Forecast Settings](https://learn.moselle.io/planning-and-execution/forecasting/phase-3-refine-and-maintain/forecast-settings.md)
- [Replenishment](https://learn.moselle.io/planning-and-execution/replenishment.md): Turn your forecast into action. Create replenishment and allocation plans, review Mo's buy recommendations, set constraints, and generate purchase orders.
- [Core Workflow](https://learn.moselle.io/planning-and-execution/replenishment/core-workflow.md): The essential replenishment workflow in Moselle — four steps to go from forecast to purchase orders, covering plan creation, constraints, and order generation.
- [Create a Replenishment or Allocation Plan](https://learn.moselle.io/planning-and-execution/replenishment/core-workflow/create-a-production-plan.md): Create a replenishment or allocation plan in Moselle using the two-step wizard. Link a forecast, set a coverage period, generate buy recommendations, and create purchase orders with Mo in one workflow
- [Manage Your Production Plan](https://learn.moselle.io/planning-and-execution/replenishment/core-workflow/production-planning.md): Manage your replenishment plan in Moselle — review Mo's buy recommendations, edit quantities, filter by grade or product line, and generate purchase orders.
- [Add Your Constraints](https://learn.moselle.io/planning-and-execution/replenishment/core-workflow/add-your-constraints.md): Set MOQ, min/max, and lead time constraints on your plan to ensure Moselle's buy recommendations match your real supplier minimums and logistics realities.
- [Generate Orders](https://learn.moselle.io/planning-and-execution/replenishment/core-workflow/generate-orders.md): Generate purchase orders from your replenishment plan in Moselle — use Mo for supplier-grouped POs with automatic delivery dates or bulk-create in one step.
- [Advanced Planning](https://learn.moselle.io/planning-and-execution/replenishment/advanced-planning.md): Power-user replenishment features in Moselle — advanced production plans, AI-driven planning with Mo, and bulk editing for complex or high-SKU operations.
- [Advanced Production Plans Guide](https://learn.moselle.io/planning-and-execution/replenishment/advanced-planning/advanced-production-plans.md): Advanced production planning techniques in Moselle — dual scenario plans, order frequency, MOQ hierarchy, exports, pallet rounding, and seasonal planning with Mo.
- [Planning with Mo](https://learn.moselle.io/planning-and-execution/replenishment/advanced-planning/production-planning-with-mo.md): Use Mo during planning to review at-risk SKUs, bulk-edit buy quantities, generate purchase orders by supplier, and run advanced planning scenarios in Moselle.
- [Mass Editing with Mo](https://learn.moselle.io/planning-and-execution/replenishment/advanced-planning/mass-editing-with-mo.md): Use Mo to bulk-edit your plan in Moselle — adjust quantities, shift order timing, apply budget constraints, and update supplier lead times across multiple SKUs.
- [Financial Planning](https://learn.moselle.io/planning-and-execution/replenishment/financial-planning.md): Integrate cash flow and budget constraints into your Moselle replenishment strategy — balance inventory health with working capital reality and payment terms.
- [Cash Planning](https://learn.moselle.io/planning-and-execution/replenishment/financial-planning/cash-planning.md): Align your purchasing decisions with your cash position in Moselle — and use Mo to build a prioritised, budget-aware replenishment plan in minutes.
- [Orders](https://learn.moselle.io/planning-and-execution/orders.md): Purchase orders are the bridge between planning and inventory. Create, track, and receive orders to execute your procurement strategy and maintain stock levels.
- [Create an Order](https://learn.moselle.io/planning-and-execution/orders/create-an-order.md): Learn how to create purchase orders in Moselle — use Mo for the fastest experience or build orders manually with full control over every field.
- [Review your Order](https://learn.moselle.io/planning-and-execution/orders/review-your-order.md): Manage purchase orders in Moselle — review line items, add landed costs, send to suppliers, and bulk update status or delivery warehouse across multiple POs.
- [Upload an Order](https://learn.moselle.io/planning-and-execution/orders/upload-an-order.md): Upload a CSV or XLSX to Moselle to bulk-import purchase orders — learn the required columns, how to map your fields, and how to fix common upload errors.
- [Receive a Purchase Order](https://learn.moselle.io/planning-and-execution/orders/receive-a-purchase-order.md): Receiving inventory updates your stock levels and completes the procurement cycle. Process purchase orders accurately to maintain real-time inventory visibility across warehouses.


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